{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Chapter 5, demo 2\n",
    "\n",
    "Bayesian Data Analysis, 3rd ed\n",
    "\n",
    "\n",
    "Hierarchical model for SAT-example data (BDA3, p. 102)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import preliz as pz\n",
    "pz.style.use('preliz-doc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# SAT-example data (BDA3 p. 120)\n",
    "# y is the estimated treatment effect\n",
    "# s is the standard error of effect estimate\n",
    "y = np.array([28,  8, -3,  7, -1,  1, 18, 12])\n",
    "s = np.array([15, 10, 16, 11,  9, 11, 10, 18])\n",
    "M = len(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# load the pre-computed results for the hierarchical model\n",
    "# replace this with your own code in Ex 5.1*\n",
    "hres_path = os.path.abspath(\n",
    "    os.path.join(\n",
    "        os.path.pardir,\n",
    "        'utilities_and_data',\n",
    "        'demo5_2.npz'\n",
    "    )\n",
    ")\n",
    "hres = np.load(hres_path)\n",
    "''' Content information of the precalculated results:\n",
    "name  shape      dtype\n",
    "------------------------\n",
    "pxm   (8, 500)   float64\n",
    "t     (1000,)    float64\n",
    "tp    (1000,)    float64\n",
    "tsd   (8, 1000)  float64\n",
    "tm    (8, 1000)  float64\n",
    "'''\n",
    "pxm = hres['pxm']\n",
    "t   = hres['t']\n",
    "tp  = hres['tp']\n",
    "tsd = hres['tsd']\n",
    "tm  = hres['tm']\n",
    "hres.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, (ax_sep, ax_pool, ax_hier) = plt.subplots(3, 1, sharex=True, figsize=(8, 10))\n",
    "x = np.linspace(-40, 60, 500)\n",
    "\n",
    "# Separate model\n",
    "lines = ax_sep.plot(x, pz.Normal(y[1:], s[1:]).pdf(x[:, None]), color=\"C0\", lw=1)\n",
    "line_a, = ax_sep.plot(x, pz.Normal(y[0], s[0]).pdf(x), color=\"C2\")\n",
    "ax_sep.legend([line_a, lines[0]], [\"school A\", \"other schools\"], loc=\"upper left\")\n",
    "ax_sep.set(yticks=[], ylim=0, title=\"separate model\")\n",
    "\n",
    "# Pooled model\n",
    "mean_pooled = np.sum(y / s**2) / np.sum(1 / s**2)\n",
    "std_pooled = np.sqrt(1 / np.sum(1 / s**2))\n",
    "ax_pool.plot(x, pz.Normal(mean_pooled, std_pooled).pdf(x), label=\"All schools\")\n",
    "ax_pool.legend(loc=\"upper left\")\n",
    "ax_pool.set(yticks=[], ylim=0, title=\"pooled model\")\n",
    "\n",
    "# Hierarchical model\n",
    "lines = ax_hier.plot(x, pxm[1:].T, color=\"C0\", lw=1)\n",
    "line_a, = ax_hier.plot(x, pxm[0], color=\"C2\")\n",
    "ax_hier.legend([line_a, lines[0]], [\"school A\", \"other schools\"], loc=\"upper left\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, (ax_marg, ax_mean, ax_sd) = plt.subplots(3, 1, sharex=True, figsize=(8, 10))\n",
    "\n",
    "# Marginal posterior of tau\n",
    "ax_marg.plot(t, tp)\n",
    "ax_marg.set(yticks=[], ylim=0, xlim=(0, 35),\n",
    "            ylabel=r\"$p(\\tau|y)$\",\n",
    "            title=r\"marginal posterior density $p(\\tau|y)$\")\n",
    "\n",
    "# Conditional posterior means\n",
    "lines = ax_mean.plot(t, tm[1:].T, color=\"C0\", lw=1)\n",
    "line_a, = ax_mean.plot(t, tm[0].T, color=\"C2\")\n",
    "ax_mean.legend([line_a, lines[0]], [\"school A\", \"other schools\"], loc=\"upper left\")\n",
    "ax_mean.set(ylabel=r\"$\\operatorname{E}(\\theta_j|\\tau,y)$\",\n",
    "            title=r\"conditional posterior means of effects $\\operatorname{E}(\\theta_j|\\tau,y)$\")\n",
    "\n",
    "# Conditional posterior standard deviations\n",
    "lines = ax_sd.plot(t, tsd[1:].T, color=\"C0\", lw=1)\n",
    "line_a, = ax_sd.plot(t, tsd[0].T, color=\"C2\")\n",
    "ax_sd.legend([line_a, lines[0]], [\"school A\", \"other schools\"], loc=\"upper left\")\n",
    "ax_sd.set(xlabel=r\"$\\tau$\", ylabel=r\"$\\operatorname{sd}(\\theta_j|\\tau,y)$\",\n",
    "          title=r\"standard deviations of effects $\\operatorname{sd}(\\theta_j|\\tau,y)$\");\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "bda_py_demos",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
